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Viewing Publication 1 - 100 from 119

2025

COMMIT: Certifying Robustness of Multi-Sensor Fusion Systems Against Semantic AttacksZijian Huang 0002, Wenda Chu, Linyi Li 0001, Chejian Xu, Bo Li 0026. AAAI 2025: 17528-17536 [doi]

UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own ReasoningJiawei Zhang 0002, Shuang Yang, Bo Li 0026. icml 2025: [doi]

SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation ModelsJiawei Zhang 0013, Xuan Yang, Taiqi Wang, Yu Yao, Aleksandr Petiushko, Bo Li 0026. icml 2025: [doi]

What's Pulling the Strings? Evaluating Integrity and Attribution in AI Training and Inference through Concept ShiftJiamin Chang, Haoyang Li, Hammond Pearce, Ruoxi Sun 0001, Bo Li 0026, Minhui Xue 0001. ccs 2025: 3117-3131 [doi]

ShieldAgent: Shielding Agents via Verifiable Safety Policy ReasoningZhaorun Chen, Mintong Kang, Bo Li 0026. icml 2025: [doi]

Semantically Adversarial Scene Generation With Explicit Knowledge GuidanceWenhao Ding, Haohong Lin, Bo Li 0026, Ding Zhao. tits, 26(2):1510-1521, February 2025. [doi]

LAMPS '25: ACM CCS Workshop on Large AI Systems and Models with Privacy and Security AnalysisKwok-Yan Lam, Xiaoning Liu 0002, Derui Wang, Bo Li 0026, Wenyuan Xu, Jieshan Chen, Minhui Xue 0001, Xingliang Yuan, Guangdong Bai, Shuo Wang. ccs 2025: 4914-4915 [doi]

Sparse Transfer Learning Accelerates and Enhances Certified Robustness: A Comprehensive StudyZhangheng Li, Tianlong Chen, Linyi Li 0001, Bo Li 0026, Zhangyang Wang. AAAI 2025: 5084-5091 [doi]

Eia: Environmental Injection Attack on Generalist Web Agents for Privacy LeakageZeyi Liao, Lingbo Mo, Chejian Xu, Mintong Kang, Jiawei Zhang 0002, Chaowei Xiao, Yuan Tian, Bo Li 0026, Huan Sun 0001. iclr 2025: [doi]

AutoDAN-Turbo: A Lifelong Agent for Strategy Self-Exploration to Jailbreak LLMsXiaogeng Liu, Peiran Li, G. Edward Suh, Yevgeniy Vorobeychik, Zhuoqing Mao, Somesh Jha, Patrick McDaniel, Huan Sun 0001, Bo Li 0026, Chaowei Xiao. iclr 2025: [doi]

Automated detection system of metro tunnel lining crack using dynamic snake convolutionZhutian Pan, Xuepeng Zhang, Bo Li 0026, Yu-Gang Jiang 0001, Ningbo Li, Chengwei Mei, Hang Su, Yue Cai. cacie, 40(26):4521-4542, 2025. [doi]

Tamper-Resistant Safeguards for Open-Weight LLMsRishub Tamirisa, Bhrugu Bharathi, Long Phan, Andy Zhou, Alice Gatti, Tarun Suresh, Maxwell Lin, Justin Wang, Rowan Wang, Ron Arel, Andy Zou, Dawn Song, Bo Li 0026, Dan Hendrycks, Mantas Mazeika. iclr 2025: [doi]

Reliable and Efficient Amortized Model-based EvaluationSang T. Truong, Yuheng Tu, Percy Liang, Bo Li 0026, Sanmi Koyejo. icml 2025: [doi]

CAMP in the Odyssey: Provably Robust Reinforcement Learning with Certified Radius MaximizationDerui Wang, Kristen Moore, Diksha Goel, Minjune Kim, Gang Li 0009, Yang Li 0182, Robin Doss, Minhui Xue 0001, Bo Li 0026, Seyit Camtepe, Liming Zhu 0001. uss 2025: 7213-7232 [doi]

Provably Unlearnable Data ExamplesDerui Wang, Minhui Xue 0001, Bo Li 0026, Seyit Camtepe, Liming Zhu 0001. ndss 2025: [doi]

Underestimated Privacy Risks for Minority Populations in Large Language Model UnlearningRongzhe Wei, Mufei Li, Mohsen Ghassemi, Eleonora Kreacic, Yifan Li, Xiang Yue, Bo Li 0026, Vamsi K. Potluru, Pan Li 0005, Eli Chien. icml 2025: [doi]

GuardAgent: Safeguard LLM Agents via Knowledge-Enabled ReasoningZhen Xiang, Linzhi Zheng, Yanjie Li, Junyuan Hong, Qinbin Li, Han Xie, Jiawei Zhang 0013, Zidi Xiong, Chulin Xie, Carl Yang 0001, Dawn Song, Bo Li 0026. icml 2025: [doi]

SORRY-Bench: Systematically Evaluating Large Language Model Safety RefusalTinghao Xie, Xiangyu Qi, Yi Zeng 0005, Yangsibo Huang, Udari Madhushani Sehwag, Kaixuan Huang, Luxi He, Boyi Wei, Dacheng Li, Ying Sheng 0007, Ruoxi Jia 0001, Bo Li 0026, Kai Li 0001, Danqi Chen 0001, Peter Henderson 0002, Prateek Mittal. iclr 2025: [doi]

AdvAgent: Controllable Blackbox Red-teaming on Web AgentsChejian Xu, Mintong Kang, Jiawei Zhang 0013, Zeyi Liao, Lingbo Mo, Mengqi Yuan, Huan Sun 0001, Bo Li 0026. icml 2025: [doi]

Learning Adaptive Lighting via Channel-Aware GuidanceQirui Yang, Peng-Tao Jiang, Hao Zhang, Jinwei Chen, Bo Li 0026, Huanjing Yue, Jingyu Yang 0002. icml 2025: [doi]

Revolutionizing Database Q&A with Large Language Models: Comprehensive Benchmark and EvaluationYihang Zheng, Bo Li 0026, Zhenghao Lin, Yi Luo, Xuanhe Zhou, Chen Lin 0001, Guoliang Li 0001, Jinsong Su. kdd 2025: 5960-5971 [doi]

2024

BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language ModelsYi Zeng 0005, Weiyu Sun, Tran Ngoc Huynh, Dawn Song, Bo Li 0026, Ruoxi Jia 0001. emnlp 2024: 13189-13215 [doi]

LAMPS '24: ACM CCS Workshop on Large AI Systems and Models with Privacy and Safety AnalysisBo Li 0026, Wenyuan Xu 0001, Jieshan Chen, Yang Zhang 0016, Minhui Xue 0001, Shuo Wang 0012, Guangdong Bai, Xingliang Yuan. ccs 2024: 4888-4889 [doi]

Perception simplex: Verifiable collision avoidance in autonomous vehicles amidst obstacle detection faultsAyoosh Bansal, Hunmin Kim, Simon Yu, Bo Li 0026, Naira Hovakimyan, Marco Caccamo, Lui Sha. stvr, 34(6), September 2024. [doi]

Data Free Backdoor AttacksBochuan Cao, Jinyuan Jia 0001, Chuxuan Hu, Wenbo Guo 0002, Zhen Xiang, Jinghui Chen, Bo Li 0026, Dawn Song. nips 2024: [doi]

Fair Federated Learning via the Proportional Veto CoreBhaskar Ray Chaudhury, Aniket Murhekar, Zhuowen Yuan, Bo Li 0026, Ruta Mehta, Ariel D. Procaccia. icml 2024: [doi]

HALC: Object Hallucination Reduction via Adaptive Focal-Contrast DecodingZhaorun Chen, Zhuokai Zhao, Hongyin Luo, Huaxiu Yao, Bo Li 0026, Jiawei Zhou. icml 2024: [doi]

GRATH: Gradual Self-Truthifying for Large Language ModelsWeixin Chen, Dawn Song, Bo Li 0026. icml 2024: [doi]

CaMML: Context-Aware Multimodal Learner for Large ModelsYixin Chen, Shuai Zhang 0007, Boran Han, Tong He 0001, Bo Li 0026. acl 2024: 4056-4071 [doi]

VeriFi: Towards Verifiable Federated UnlearningXiangshan Gao, Xingjun Ma, Jingyi Wang 0004, Youcheng Sun, Bo Li 0026, Shouling Ji, Peng Cheng 0001, Jiming Chen 0001. tdsc, 21(6):5720-5736, November - December 2024. [doi]

Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under CompressionJunyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian R. Bartoldson, Ajay Kumar Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li 0026. icml 2024: [doi]

DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt EngineerJunyuan Hong, Jiachen T. Wang, Chenhui Zhang, Zhangheng Li, Bo Li 0026, Zhangyang Wang. iclr 2024: [doi]

SoK: Privacy-Preserving Data SynthesisYuzheng Hu, Fan Wu 0011, Qinbin Li, Yunhui Long, Gonzalo Munilla Garrido, Chang Ge 0002, Bolin Ding, David A. Forsyth, Bo Li 0026, Dawn Song. sp 2024: 4696-4713 [doi]

ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMsFengqing Jiang, Zhangchen Xu, Luyao Niu, Zhen Xiang, Bhaskar Ramasubramanian, Bo Li 0026, Radha Poovendran. acl 2024: 15157-15173 [doi]

Certifiably Byzantine-Robust Federated Conformal PredictionMintong Kang, Zhen Lin, Jimeng Sun 0001, Cao Xiao, Bo Li 0026. icml 2024: [doi]

COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic CircuitsMintong Kang, Nezihe Merve Gürel, Linyi Li, Bo Li 0026. iclr 2024: [doi]

C-RAG: Certified Generation Risks for Retrieval-Augmented Language ModelsMintong Kang, Nezihe Merve Gürel, Ning Yu, Dawn Song, Bo Li 0026. icml 2024: [doi]

LLM-PBE: Assessing Data Privacy in Large Language ModelsQinbin Li, Junyuan Hong, Chulin Xie, Jeffrey Tan, Rachel Xin, Junyi Hou, Xavier Yin, Zhun Wang, Dan Hendrycks, Zhangyang Wang, Bo Li 0026, Bingsheng He, Dawn Song. pvldb, 17(11):3201-3214, July 2024. [doi]

Consistency Purification: Effective and Efficient Diffusion Purification towards Certified RobustnessYiquan Li, Zhongzhu Chen, Kun Jin, Jiongxiao Wang, Jiachen Lei, Bo Li 0026, Chaowei Xiao. nips 2024: [doi]

Effective and Efficient Federated Tree Learning on Hybrid DataQinbin Li, Chulin Xie, Xiaojun Xu, Xiaoyuan Liu, Ce Zhang 0001, Bo Li 0026, Bingsheng He, Dawn Song. iclr 2024: [doi]

HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust RefusalMantas Mazeika, Long Phan, Xuwang Yin, Andy Zou, Zifan Wang 0001, Norman Mu, Elham Sakhaee, Nathaniel Li, Steven Basart, Bo Li 0026, David A. Forsyth, Dan Hendrycks. icml 2024: [doi]

FriendlyFoe: Adversarial Machine Learning as a Practical Architectural Defense against Side Channel AttacksHyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li 0026, Nam Sung Kim, Josep Torrellas. IEEEpact 2024: 338-350 [doi]

TextGuard: Provable Defense against Backdoor Attacks on Text ClassificationHengzhi Pei, Jinyuan Jia 0001, Wenbo Guo 0002, Bo Li 0026, Dawn Song. ndss 2024: [doi]

MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of VideosJielin Qiu, Jiacheng Zhu, William Han, Aditesh Kumar, Karthik Mittal, Claire Jin, Zhengyuan Yang, Linjie Li, Jianfeng Wang, Ding Zhao, Bo Li 0026, Lijuan Wang. cvpr 2024: 21909-21921 [doi]

Effects of Exponential Gaussian Distribution on (Double Sampling) Randomized SmoothingYouwei Shu, Xi Xiao, Derui Wang, Yuxin Cao, Siji Chen, Jason Xue, Linyi Li 0001, Bo Li 0026. icml 2024: [doi]

Ring-A-Bell! How Reliable are Concept Removal Methods For Diffusion Models?Yu-Lin Tsai, Chia-Yi Hsu, Chulin Xie, Chih-Hsun Lin, Jia-You Chen, Bo Li 0026, Pin-Yu Chen, Chia-Mu Yu, Chun-Ying Huang. iclr 2024: [doi]

InstructRetro: Instruction Tuning post Retrieval-Augmented PretrainingBoxin Wang, Wei Ping, Lawrence McAfee, Peng Xu 0008, Bo Li 0026, Mohammad Shoeybi, Bryan Catanzaro. icml 2024: [doi]

Can Public Large Language Models Help Private Cross-device Federated Learning?Boxin Wang, Yibo Zhang, Yuan Cao, Bo Li 0026, Hugh McMahan, Sewoong Oh, Zheng Xu 0002, Manzil Zaheer. naacl 2024: 934-949 [doi]

BadChain: Backdoor Chain-of-Thought Prompting for Large Language ModelsZhen Xiang, Fengqing Jiang, Zidi Xiong, Bhaskar Ramasubramanian, Radha Poovendran, Bo Li 0026. iclr 2024: [doi]

Differentially Private Synthetic Data via Foundation Model APIs 2: TextChulin Xie, Zinan Lin 0001, Arturs Backurs, Sivakanth Gopi, Da Yu, Huseyin A. Inan, Harsha Nori, Haotian Jiang, Huishuai Zhang, Yin Tat Lee, Bo Li 0026, Sergey Yekhanin. icml 2024: [doi]

Perada: Parameter-Efficient Federated Learning Personalization with Generalization GuaranteesChulin Xie, De-An Huang, Wenda Chu, Daguang Xu, Chaowei Xiao, Bo Li 0026, Anima Anandkumar. cvpr 2024: 23838-23848 [doi]

ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated LearningZhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Bo Li 0026, Radha Poovendran. uss 2024: [doi]

RigorLLM: Resilient Guardrails for Large Language Models against Undesired ContentZhuowen Yuan, Zidi Xiong, Yi Zeng 0005, Ning Yu, Ruoxi Jia 0001, Dawn Song, Bo Li 0026. icml 2024: [doi]

SHINE: Shielding Backdoors in Deep Reinforcement LearningZhuowen Yuan, Wenbo Guo 0002, Jinyuan Jia 0001, Bo Li 0026, Dawn Song. icml 2024: [doi]

KnowGraph: Knowledge-Enabled Anomaly Detection via Logical Reasoning on Graph DataAndy Zhou, Xiaojun Xu, Ramesh Raghunathan, Alok Lal, Xinze Guan, Bin Yu, Bo Li 0026. ccs 2024: 168-182 [doi]

2023

TrojDiff: Trojan Attacks on Diffusion Models with Diverse TargetsWeixin Chen, Dawn Song, Bo Li 0026. cvpr 2023: 4035-4044 [doi]

A Survey on Safety-Critical Driving Scenario Generation - A Methodological PerspectiveWenhao Ding, Chejian Xu, Mansur Arief, Haohong Lin, Bo Li 0026, Ding Zhao. tits, 24(7):6971-6988, 2023. [doi]

Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and DefensesMicah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li 0026, Tom Goldstein. pami, 45(2):1563-1580, 2023. [doi]

FaShapley: Fast and Approximated Shapley Based Model Pruning Towards Certifiably Robust DNNsMintong Kang, Linyi Li, Bo Li 0026. satml 2023: 575-592 [doi]

Constructing gene features for robust 3D mesh zero-watermarkingJung-San Lee, Ying-Chin Chen, Chit-Jie Chew, Wei-Che Hung, Yun-Yi Fan, Bo Li 0026. istr, 73:103414, March 2023. [doi]

Can Pruning Improve Certified Robustness of Neural Networks?Zhangheng Li, Tianlong Chen, Linyi Li, Bo Li 0026, Zhangyang Wang. tmlr, 2023, 2023. [doi]

On the Robustness of Safe Reinforcement Learning under Observational PerturbationsZuxin Liu, Zijian Guo, Zhepeng Cen, Huan Zhang, Jie Tan, Bo Li 0026, Ding Zhao. iclr 2023: [doi]

RAB: Provable Robustness Against Backdoor AttacksMaurice Weber, Xiaojun Xu, Bojan Karlas, Ce Zhang 0001, Bo Li 0026. sp 2023: 1311-1328 [doi]

DensePure: Understanding Diffusion Models for Adversarial RobustnessChaowei Xiao, Zhongzhu Chen, Kun Jin, Jiongxiao Wang, Weili Nie, Mingyan Liu, Anima Anandkumar, Bo Li 0026, Dawn Song. iclr 2023: [doi]

EDoG: Adversarial Edge Detection For Graph Neural NetworksXiaojun Xu, Hanzhang Wang, Alok Lal, Carl A. Gunter, Bo Li 0026. satml 2023: 291-305 [doi]

How to Cover up Anomalous Accesses to Electronic Health RecordsXiaojun Xu, Qingying Hao, Zhuolin Yang, Bo Li 0026, David M. Liebovitz, Gang Wang 0011, Carl A. Gunter. uss 2023: 229-246 [doi]

DiffSmooth: Certifiably Robust Learning via Diffusion Models and Local SmoothingJiawei Zhang, Zhongzhu Chen, Huan Zhang, Chaowei Xiao, Bo Li 0026. uss 2023: 4787-4804 [doi]

CARE: Certifiably Robust Learning with Reasoning via Variational InferenceJiawei Zhang, Linyi Li, Ce Zhang 0001, Bo Li 0026. satml 2023: 554-574 [doi]

2022

LINKTELLER: Recovering Private Edges from Graph Neural Networks via Influence AnalysisFan Wu 0011, Yunhui Long, Ce Zhang 0001, Bo Li 0026. sp 2022: 2005-2024 [doi]

Certifiable Evaluation for Autonomous Vehicle Perception Systems using Deep Importance Sampling (Deep IS)Mansur Arief, Zhepeng Cen, Zhenyuan Liu, Zhiyuan Huang, Bo Li 0026, Henry Lam, Ding Zhao. itsc 2022: 1736-1742 [doi]

Toward Efficiently Evaluating the Robustness of Deep Neural Networks in IoT Systems: A GAN-Based MethodTao Bai, Jun Zhao 0007, Jinlin Zhu, Shoudong Han, Jiefeng Chen 0001, Bo Li 0026, Alex ChiChung Kot. iotj, 9(3):1875-1884, 2022. [doi]

Fairness in Federated Learning via Core-StabilityBhaskar Ray Chaudhury, Linyi Li, Mintong Kang, Bo Li 0026, Ruta Mehta. nips 2022: [doi]

Copy, Right? A Testing Framework for Copyright Protection of Deep Learning ModelsJialuo Chen, Jingyi Wang, Tinglan Peng, Youcheng Sun, Peng Cheng 0001, Shouling Ji, Xingjun Ma, Bo Li 0026, Dawn Song. sp 2022: 824-841 [doi]

TPC: Transformation-Specific Smoothing for Point Cloud ModelsWenda Chu, Linyi Li, Bo Li 0026. icml 2022: 4035-4056 [doi]

Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal ReasoningWenhao Ding, Haohong Lin, Bo Li 0026, Ding Zhao. nips 2022: [doi]

DetectS ec: Evaluating the robustness of object detection models to adversarial attacksTianyu Du, Shouling Ji, Bo Wang, Sirui He, Jinfeng Li, Bo Li 0026, Tao Wei, Yunhan Jia, Raheem Beyah, Ting Wang 0006. ijis, 37(9):6463-6492, 2022. [doi]

VF-PS: How to Select Important Participants in Vertical Federated Learning, Efficiently and Securely?Jiawei Jiang, Lukas Burkhalter, Fangcheng Fu, Bolin Ding, Bo Du, Anwar Hithnawi, Bo Li 0026, Ce Zhang 0001. nips 2022: [doi]

Certifying Some Distributional Fairness with Subpopulation DecompositionMintong Kang, Linyi Li, Maurice Weber, Yang Liu, Ce Zhang 0001, Bo Li 0026. nips 2022: [doi]

Towards Certifying the Asymmetric Robustness for Neural Networks: Quantification and ApplicationsChangjiang Li, Shouling Ji, Haiqin Weng, Bo Li 0026, Jie Shi, Raheem Beyah, Shanqing Guo, Zonghui Wang, Ting Wang 0006. tdsc, 19(6):3987-4001, 2022. [doi]

Double Sampling Randomized SmoothingLinyi Li, Jiawei Zhang, Tao Xie 0001, Bo Li 0026. icml 2022: 13163-13208 [doi]

CoPur: Certifiably Robust Collaborative Inference via Feature PurificationJing Liu, Chulin Xie, Sanmi Koyejo, Bo Li 0026. nips 2022: [doi]

Constrained Variational Policy Optimization for Safe Reinforcement LearningZuxin Liu, Zhepeng Cen, Vladislav Isenbaev, Wei Liu, Steven Wu, Bo Li 0026, Ding Zhao. icml 2022: 13644-13668 [doi]

How to Steer Your Adversary: Targeted and Efficient Model Stealing Defenses with Gradient RedirectionMantas Mazeika, Bo Li 0026, David A. Forsyth. icml 2022: 15241-15254 [doi]

Provable Domain Generalization via Invariant-Feature Subspace RecoveryHaoxiang Wang, Haozhe Si, Bo Li 0026, Han Zhao 0002. icml 2022: 23018-23033 [doi]

Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot LearningHaoxiang Wang, Yite Wang, Ruoyu Sun 0001, Bo Li 0026. cvpr 2022: 9787-9798 [doi]

Certifying Out-of-Domain Generalization for Blackbox FunctionsMaurice Weber, Linyi Li, Boxin Wang, Zhikuan Zhao, Bo Li 0026, Ce Zhang 0001. icml 2022: 23527-23548 [doi]

COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning AttacksFan Wu, Linyi Li, Huan Zhang 0001, Bhavya Kailkhura, Krishnaram Kenthapadi, Ding Zhao, Bo Li 0026. iclr 2022: [doi]

CROP: Certifying Robust Policies for Reinforcement Learning through Functional SmoothingFan Wu, Linyi Li, Zijian Huang, Yevgeniy Vorobeychik, Ding Zhao, Bo Li 0026. iclr 2022: [doi]

LOT: Layer-wise Orthogonal Training on Improving l2 Certified RobustnessXiaojun Xu, Linyi Li, Bo Li 0026. nips 2022: [doi]

SafeBench: A Benchmarking Platform for Safety Evaluation of Autonomous VehiclesChejian Xu, Wenhao Ding, Weijie Lyu, Zuxin Liu, Shuai Wang, Yihan He, Hanjiang Hu, Ding Zhao, Bo Li 0026. nips 2022: [doi]

Improving Certified Robustness via Statistical Learning with Logical ReasoningZhuolin Yang, Zhikuan Zhao, Boxin Wang, Jiawei Zhang, Linyi Li, Hengzhi Pei, Bojan Karlas, Ji Liu, Heng Guo 0001, Ce Zhang, Bo Li 0026. nips 2022: [doi]

SecretGen: Privacy Recovery on Pre-trained Models via Distribution DiscriminationZhuowen Yuan, Fan Wu, Yunhui Long, Chaowei Xiao, Bo Li 0026. eccv 2022: 139-155 [doi]

GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram PredictionJiacheng Zhu, Jielin Qiu, Zhuolin Yang, Douglas Weber, Michael A. Rosenberg, Emerson Liu, Bo Li 0026, Ding Zhao. mlhc 2022: 172-197 [doi]

2021

Invisible for both Camera and LiDAR: Security of Multi-Sensor Fusion based Perception in Autonomous Driving Under Physical-World AttacksYulong Cao, Ningfei Wang, Chaowei Xiao, Dawei Yang, Jin Fang, Ruigang Yang, Qi Alfred Chen, Mingyan Liu, Bo Li 0026. sp 2021: 176-194 [doi]

What Would Jiminy Cricket Do? Towards Agents That Behave MorallyDan Hendrycks, Mantas Mazeika, Andy Zou, Sahil Patel, Christine Zhu, Jesus Navarro, Dawn Song, Bo Li 0026, Jacob Steinhardt. nips 2021: [doi]

Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification?Ruoxi Jia, Fan Wu 0011, Xuehui Sun, Jiacen Xu, David Dao, Bhavya Kailkhura, Ce Zhang 0001, Bo Li 0026, Dawn Song. cvpr 2021: 8239-8247 [doi]

Anti-Backdoor Learning: Training Clean Models on Poisoned DataYige Li, Xixiang Lyu, Nodens Koren, Lingjuan Lyu, Bo Li 0026, Xingjun Ma. nips 2021: 14900-14912 [doi]

G-PATE: Scalable Differentially Private Data Generator via Private Aggregation of Teacher DiscriminatorsYunhui Long, Boxin Wang, Zhuolin Yang, Bhavya Kailkhura, Aston Zhang, Carl A. Gunter, Bo Li 0026. nips 2021: 2965-2977 [doi]

Can Shape Structure Features Improve Model Robustness under Diverse Adversarial Settings?Mingjie Sun, Zichao Li, Chaowei Xiao, Haonan Qiu, Bhavya Kailkhura, Mingyan Liu, Bo Li 0026. iccv 2021: 7506-7515 [doi]

TRS: Transferability Reduced Ensemble via Promoting Gradient Diversity and Model SmoothnessZhuolin Yang, Linyi Li, Xiaojun Xu, Shiliang Zuo, Qian Chen 0003, Pan Zhou, Benjamin I. P. Rubinstein, Ce Zhang 0001, Bo Li 0026. nips 2021: 17642-17655 [doi]

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